Hig Project Context
raintree-technology/hig-doctor
Create or update a shared Apple design context document that other HIG skills use to tailor guidance.
Implement computer vision features including text recognition (OCR), face detection, barcode scanning, image segmentation, object tracking, and document scanning in iOS apps.
Install Vision Framework
$ npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dpearson2699/swift-ios-skills vision-framework --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/vision-framework .claude/skills/vision-framework && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "vision-framework" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-framework into .claude/skills/vision-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision-framework", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-frameworkType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dpearson2699/swift-ios-skills vision-framework --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/vision-framework .agents/skills/vision-framework && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "vision-framework" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-framework into .agents/skills/vision-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision-framework", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dpearson2699/swift-ios-skills vision-framework --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/vision-framework .cursor/skills/vision-framework && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "vision-framework" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-framework into .cursor/skills/vision-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision-framework", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/dpearson2699/swift-ios-skills.git --path skills/vision-framework--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dpearson2699/swift-ios-skills vision-framework --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/vision-framework .gemini/skills/vision-framework && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "vision-framework" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-framework into .gemini/skills/vision-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision-framework", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install dpearson2699/swift-ios-skills vision-frameworkInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/vision-framework .github/skills/vision-framework && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "vision-framework" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-framework into .github/skills/vision-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision-framework", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dpearson2699/swift-ios-skills vision-framework --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dpearson2699/swift-ios-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/vision-framework .opencode/skills/vision-framework && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "vision-framework" agent skill from https://github.com/dpearson2699/swift-ios-skills/tree/main/skills/vision-framework into .opencode/skills/vision-framework/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "vision-framework", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
vision-framework- GitHub stars
- 1.2k
- Token cost
- ~4.7k tokens
- SKILL.md length
- 1,173 words
- Files
- 4 (incl. references)
- Skills in repo
- 86
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Implement computer vision features including text recognition (OCR), face detection, barcode scanning, image segmentation, object tracking, and document scanning in iOS apps.
- Barcode scanning
- SKILL.md covers Contents, Two API Generations, Request Pattern (Modern API) and Text Recognition (OCR), plus 11 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Custom Core ML model inference with Vision
What it does
Vision Framework is an agent skill from dpearson2699/swift-ios-skills. Implement computer vision features including text recognition (OCR), face detection, barcode scanning, image segmentation, object tracking, and document scanning in iOS apps. Covers both the modern Swift-native Vision API (iOS 18+) and legacy VNRequest patterns, VisionKit DataScannerViewController for live camera scanning, and CoreMLRequest/VNCoreMLRequest for custom model inference. Use when adding OCR, barcode scanning, face detection, or custom Core ML model inference with Vision.
Its SKILL.md is about 4.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `evals/evals.json`, `references/vision-requests.md` and `references/visionkit-scanner.md`).
It sits in Mobile, covering iOS development, Computer vision and Machine learning. It works with iOS. The repository describes itself as: Agent Skills for iOS 26+, Swift 6.3, SwiftUI, and modern Apple frameworks.
When your agent uses it
- Barcode scanning
- Custom Core ML model inference with Vision
Example prompts
- “/vision-framework”
What it can do on your machine
Read from SKILL.md and the folder at commit 8d90fd1. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are swift).
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
sosumi.ai
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Vision Framework loads about 4.7k tokens when it runs, and up to ~16k if it reads all its reference files. Until then it costs about 126 tokens; SKILL.md has 1,173 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,173 words (~4,678 tokens).
“Detect text, faces, barcodes, objects, and body poses in images and video using on-device computer vision. Prefer the modern iOS 18+ request APIs and load the legacy reference only when the deployment target requires it.”
- name
- vision-framework
Files
SKILL.md and 3 other files (references) in skills/vision-framework of dpearson2699/swift-ios-skills.
- SKILL.md
- evals/evals.json
- references/vision-requests.md
- references/visionkit-scanner.md
Open the folder on GitHubat commit 8d90fd1
Compare with similar skills
Vision Framework next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Vision Framework this skilldpearson2699/swift-ios-skills | 1.2k | — | ~4.7k | Automated safety check: Pass | Custom licence | |
| Hig Project Contextraintree-technology/hig-doctor | 142 | 5 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Hig Components Contentraintree-technology/hig-doctor | 142 | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| iOS Simulator Skilln0an/VivaDicta | 126 | 1 repos | ~2.5k | Automated safety check: Pass | MIT | |
| Inspector Implementationipedro/Inspector | 170 | — | ~729 | Automated safety check: Pass | MIT | |
| Device InteractionInfomaniak/desktop-kDrive | 120 | 1 repos | ~1.9k | Automated safety check: Pass | GPL-3.0 |
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Device Interaction
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Verify iOS app behavior on device or simulator via screenshots, UI hierarchy, and touch interactions.
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Build and run an iPlug2 iOS app in the iOS Simulator. An agent skill from iPlug2/iPlug2OOS.
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Related
Works with
Categories
Questions about Vision Framework
What does Vision Framework do?
Implement computer vision features including text recognition (OCR), face detection, barcode scanning, image segmentation, object tracking, and document scanning in iOS apps. Vision Framework is an agent skill from dpearson2699/swift-ios-skills. Implement computer vision features including text recognition (OCR), face detection, barcode scanning, image segmentation, object tracking, and document scanning in iOS apps.
When should I use Vision Framework?
Vision Framework fits situations like: barcode scanning; custom Core ML model inference with Vision.
How do I install Vision Framework in Claude Code?
Run `npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a claude-code`. Or copy the skill folder (skills/vision-framework in dpearson2699/swift-ios-skills) into .claude/skills/vision-framework in your project. Claude Code loads it when a task matches its description.
How do I install Vision Framework in Codex?
Run `npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a codex`. Or copy the skill folder (skills/vision-framework in dpearson2699/swift-ios-skills) into .agents/skills/vision-framework in your project. Codex loads it when a task matches its description.
Can I use Vision Framework in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add dpearson2699/swift-ios-skills --skill vision-framework -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/vision-framework, .gemini/skills/vision-framework, .github/skills/vision-framework and .opencode/skills/vision-framework in your project.
What does Vision Framework need to run?
SKILL.md names no scripts, command-line tools or credentials: Vision Framework is instructions for the agent only.
Does Vision Framework access the network?
SKILL.md names 1 domain. As links in the text: sosumi.ai. This is read from the text; nothing was executed.
Is Vision Framework safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Vision Framework use?
Vision Framework has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Vision Framework use?
About 4.7k tokens (SKILL.md is roughly 19k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 12k tokens, read only when the agent opens those files.
What are the alternatives to Vision Framework?
Skills that share tags, products or a category with Vision Framework: Hig Project Context (raintree-technology/hig-doctor, 142 stars), Hig Components Content (raintree-technology/hig-doctor, 142 stars), iOS Simulator Skill (n0an/VivaDicta, 126 stars) and Inspector Implementation (ipedro/Inspector, 170 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Vision Framework?
dpearson2699 (a GitHub user) maintains it in dpearson2699/swift-ios-skills, which has 1,173 GitHub stars. The repository holds 86 skills in this directory. The repository was last updated on July 31, 2026.
Source: dpearson2699/swift-ios-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.